In this exercise, the cluster to which a mask is assigned to is predicted using a NNET approach. Here are the steps:
if(!grepl(pattern = 'maskPrj$', getwd())) setwd('maskPrj')
if(!exists('maskData')) load('NoisyData10-6Cluster.rda')
str(maskData)
List of 9
$ x : num [1:924160, 1:361] 11.1 13.2 13.5 16.7 12.2 ...
$ y : int [1:924160] 1 2 3 4 5 6 7 8 9 10 ...
$ class : int [1:924160] 4 4 4 4 4 4 4 4 4 4 ...
$ cleanClass: int [1:924160] 4 4 4 4 4 4 4 4 4 4 ...
$ pos : num [1:92416, 1:2] 1 2 3 4 5 6 7 8 9 10 ...
$ loss :function (y, yhat, method = c("distance", "mismatch"), xy = pos)
..- attr(*, "srcref")= 'srcref' int [1:8] 1 9 10 1 9 1 1 10
.. ..- attr(*, "srcfile")=Classes 'srcfilecopy', 'srcfile' <environment: 0x13f370320>
$ tiltDeg : num [1:924160] 0.1187 0.0515 -0.1194 0.0436 0.0658 ...
$ twistDeg : num [1:924160] 0.1649 -0.1466 0.1714 0.1164 0.0576 ...
$ phShift : num [1:924160] 1 1 1 1 1 1 1 1 0 0 ...
Only the train index is randomly generated:
set.seed(123)
trIdx <- sample.int(dim(maskData$x)[1], .80*dim(maskData$x)[1])
Data is loaded and clean clusters are encoded into the one-hot format:
# Load the keras library
library(keras)
C_train <- to_categorical(maskData$cleanClass[trIdx]-1)
C_test <- to_categorical(maskData$cleanClass[-trIdx]-1)
A model is defined with the number of output classes, and the number of inputs, and one hidden layer that is twice the size of the input. The size of the hidden layer and the number of hidden layers can be changed to find an optimal setting, a process that could be very time comsuming:
levels(factor(maskData$class))
[1] "1" "2" "3" "4" "5" "6"
k = 6
# Build a sequential model with 361 inputs, 712 hidden neurons and k outputs
model <- keras_model_sequential() %>%
layer_dense(units = 722, activation = "relu", input_shape = c(361)) %>%
layer_dense(units = k, activation = "softmax")
# Compile the model with categorical crossentropy loss and adam optimizer
model %>% compile(
loss = "categorical_crossentropy", # -1/N Sum_i{1 tp N}(Sum_j{1:C}(y_ij * log(p_ij))):
# y_ij is one-hot coding of the class label; p_ij is the association to class j
optimizer = "adam",
metrics = c("accuracy")
)
Now the actual training is performed:
# Train the model for 100 epochs with batch size of 32
history <- model %>% fit(
x = as.matrix(maskData$x[trIdx,]),
y = C_train,
epochs = 20,
batch_size = 32, #default value
validation_split = 0.2
)
Epoch 1/20
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18484/18484 [==============================] - 17s 922us/step - loss: 0.1917 - accuracy: 0.9370
18484/18484 [==============================] - 20s 1ms/step - loss: 0.1917 - accuracy: 0.9370 - val_loss: 0.1440 - val_accuracy: 0.9440
Epoch 2/20
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18484/18484 [==============================] - 19s 1ms/step - loss: 0.1299 - accuracy: 0.9501
18484/18484 [==============================] - 21s 1ms/step - loss: 0.1299 - accuracy: 0.9501 - val_loss: 0.1284 - val_accuracy: 0.9493
Epoch 3/20
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18484/18484 [==============================] - 17s 928us/step - loss: 0.1245 - accuracy: 0.9521
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Epoch 4/20
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18484/18484 [==============================] - 16s 891us/step - loss: 0.1218 - accuracy: 0.9530
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1218 - accuracy: 0.9530 - val_loss: 0.1108 - val_accuracy: 0.9580
Epoch 5/20
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18484/18484 [==============================] - 17s 914us/step - loss: 0.1201 - accuracy: 0.9534
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1201 - accuracy: 0.9534 - val_loss: 0.1169 - val_accuracy: 0.9537
Epoch 6/20
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18484/18484 [==============================] - 16s 883us/step - loss: 0.1190 - accuracy: 0.9540
18484/18484 [==============================] - 18s 997us/step - loss: 0.1190 - accuracy: 0.9540 - val_loss: 0.1322 - val_accuracy: 0.9489
Epoch 7/20
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18484/18484 [==============================] - 19s 1ms/step - loss: 0.1182 - accuracy: 0.9548 - val_loss: 0.1160 - val_accuracy: 0.9543
Epoch 8/20
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18484/18484 [==============================] - 17s 900us/step - loss: 0.1175 - accuracy: 0.9547
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1175 - accuracy: 0.9547 - val_loss: 0.1197 - val_accuracy: 0.9527
Epoch 9/20
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18484/18484 [==============================] - 17s 946us/step - loss: 0.1162 - accuracy: 0.9550
18484/18484 [==============================] - 20s 1ms/step - loss: 0.1162 - accuracy: 0.9550 - val_loss: 0.1043 - val_accuracy: 0.9585
Epoch 10/20
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18484/18484 [==============================] - 17s 907us/step - loss: 0.1158 - accuracy: 0.9550
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1158 - accuracy: 0.9550 - val_loss: 0.1726 - val_accuracy: 0.9389
Epoch 11/20
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Epoch 12/20
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18484/18484 [==============================] - 16s 866us/step - loss: 0.1147 - accuracy: 0.9552
18484/18484 [==============================] - 18s 982us/step - loss: 0.1147 - accuracy: 0.9552 - val_loss: 0.1031 - val_accuracy: 0.9593
Epoch 13/20
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Epoch 14/20
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18484/18484 [==============================] - 18s 983us/step - loss: 0.1145 - accuracy: 0.9554 - val_loss: 0.1432 - val_accuracy: 0.9445
Epoch 15/20
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18484/18484 [==============================] - 16s 870us/step - loss: 0.1139 - accuracy: 0.9556
18484/18484 [==============================] - 18s 987us/step - loss: 0.1139 - accuracy: 0.9556 - val_loss: 0.1028 - val_accuracy: 0.9592
Epoch 16/20
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Epoch 17/20
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18484/18484 [==============================] - 19s 1ms/step - loss: 0.1136 - accuracy: 0.9556 - val_loss: 0.1631 - val_accuracy: 0.9393
Epoch 18/20
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18484/18484 [==============================] - 17s 894us/step - loss: 0.1141 - accuracy: 0.9556
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1141 - accuracy: 0.9556 - val_loss: 0.1172 - val_accuracy: 0.9548
Epoch 19/20
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18484/18484 [==============================] - 17s 909us/step - loss: 0.1147 - accuracy: 0.9556
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1147 - accuracy: 0.9556 - val_loss: 0.1624 - val_accuracy: 0.9405
Epoch 20/20
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18484/18484 [==============================] - 17s 910us/step - loss: 0.1137 - accuracy: 0.9557
18484/18484 [==============================] - 19s 1ms/step - loss: 0.1137 - accuracy: 0.9557 - val_loss: 0.1135 - val_accuracy: 0.9550
plot(history, smooth = FALSE)
The performance of the model is measured on the test data:
model %>% evaluate(maskData$x[-trIdx,], C_test) -> nnetAccur
1/5776 [..............................] - ETA: 1:43 - loss: 0.0532 - accuracy: 0.9688
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2516/5776 [============>.................] - ETA: 1s - loss: 0.1112 - accuracy: 0.9567
2633/5776 [============>.................] - ETA: 1s - loss: 0.1153 - accuracy: 0.9548
2747/5776 [=============>................] - ETA: 1s - loss: 0.1159 - accuracy: 0.9546
2861/5776 [=============>................] - ETA: 1s - loss: 0.1156 - accuracy: 0.9548
2978/5776 [==============>...............] - ETA: 1s - loss: 0.1126 - accuracy: 0.9560
3096/5776 [===============>..............] - ETA: 1s - loss: 0.1113 - accuracy: 0.9566
3213/5776 [===============>..............] - ETA: 1s - loss: 0.1147 - accuracy: 0.9550
3329/5776 [================>.............] - ETA: 1s - loss: 0.1164 - accuracy: 0.9545
3445/5776 [================>.............] - ETA: 1s - loss: 0.1155 - accuracy: 0.9549
3554/5776 [=================>............] - ETA: 0s - loss: 0.1135 - accuracy: 0.9558
3655/5776 [=================>............] - ETA: 0s - loss: 0.1121 - accuracy: 0.9565
3764/5776 [==================>...........] - ETA: 0s - loss: 0.1142 - accuracy: 0.9555
3866/5776 [===================>..........] - ETA: 0s - loss: 0.1147 - accuracy: 0.9552
3970/5776 [===================>..........] - ETA: 0s - loss: 0.1157 - accuracy: 0.9548
4072/5776 [====================>.........] - ETA: 0s - loss: 0.1146 - accuracy: 0.9554
4176/5776 [====================>.........] - ETA: 0s - loss: 0.1123 - accuracy: 0.9563
4286/5776 [=====================>........] - ETA: 0s - loss: 0.1131 - accuracy: 0.9560
4392/5776 [=====================>........] - ETA: 0s - loss: 0.1153 - accuracy: 0.9550
4505/5776 [======================>.......] - ETA: 0s - loss: 0.1163 - accuracy: 0.9545
4617/5776 [======================>.......] - ETA: 0s - loss: 0.1153 - accuracy: 0.9549
4734/5776 [=======================>......] - ETA: 0s - loss: 0.1132 - accuracy: 0.9557
4846/5776 [========================>.....] - ETA: 0s - loss: 0.1130 - accuracy: 0.9558
4960/5776 [========================>.....] - ETA: 0s - loss: 0.1153 - accuracy: 0.9548
5076/5776 [=========================>....] - ETA: 0s - loss: 0.1166 - accuracy: 0.9543
5192/5776 [=========================>....] - ETA: 0s - loss: 0.1158 - accuracy: 0.9546
5234/5776 [==========================>...] - ETA: 0s - loss: 0.1152 - accuracy: 0.9548
5309/5776 [==========================>...] - ETA: 0s - loss: 0.1139 - accuracy: 0.9553
5412/5776 [===========================>..] - ETA: 0s - loss: 0.1139 - accuracy: 0.9555
5518/5776 [===========================>..] - ETA: 0s - loss: 0.1158 - accuracy: 0.9547
5631/5776 [============================>.] - ETA: 0s - loss: 0.1161 - accuracy: 0.9547
5740/5776 [============================>.] - ETA: 0s - loss: 0.1163 - accuracy: 0.9546
5776/5776 [==============================] - 3s 455us/step - loss: 0.1159 - accuracy: 0.9547
5776/5776 [==============================] - 3s 456us/step - loss: 0.1159 - accuracy: 0.9547
nnetAccur
loss accuracy
0.1159482 0.9547427